#Guiding questions/tasks & format:
SCHOOL TYPE: How do tagging patterns differ among district, charter, independent, sws, virtual, microschool, homeschool, and hub schools?
* table of biggest differences between categories

##Type and how many tags First recall Type and Pattern of Tags First looking at type count Charter n= 113 District n= 102 Independent = 36

Number of Schools by Descriptor
school_descriptor n
Charter 113
District 102
Independent 36

Counts of practices by type first

school_descriptor practices_a_la_carte practices_accommodations practices_adult_wellness practices_advancement_mastery practices_advisories practices_all_courses_designed_for_inclusion practices_anti_racist practices_assessments_agency practices_assessments_bilingual practices_assessments_career practices_assessments_deeper practices_assessments_sel practices_blended_learning practices_career_prep practices_co_leaders practices_community_leaders practices_community_partnerships practices_community_supports practices_competency_education practices_competency_framework practices_culturally_responsive practices_design_marginalized practices_design_thinking practices_disaggregated_participation_data practices_dual_language practices_early_college practices_elimination_tracking practices_enriched_virtual practices_expanded_open_hours practices_extended_learning practices_families_leaders practices_flex practices_flexible_facilities practices_flexible_staffing practices_flipped_classroom practices_grading_mastery practices_heritage_language practices_hiring_equity practices_industry_credentials practices_industry_leaders practices_interdisciplinary practices_interoperability practices_learning_paths practices_makerspace practices_mental_health practices_mentoring practices_mtss_academics practices_multi_age practices_opportunities_mastery practices_other_leaders practices_pbl practices_peer_to_peer practices_performance_assessment practices_physical_well_being practices_place_based practices_reallocation_resources practices_restorative practices_sel_curriculum practices_sel_integrated practices_service_learning practices_social_justice practices_station_rotation practices_student_conferences practices_student_data practices_student_goals practices_student_pace practices_student_projects practices_students_leaders practices_teachers_leaders practices_translanguaging practices_trauma_informed practices_tutoring practices_udl
Independent 5 29 12 17 20 26 24 13 0 6 26 23 23 15 27 5 26 22 23 21 28 27 20 5 3 9 19 1 13 24 12 5 29 26 5 18 4 22 6 5 30 7 24 20 19 18 11 31 31 2 31 26 25 18 25 12 28 20 26 23 23 9 21 15 27 26 29 18 24 2 15 16 17
Public charter school 6 60 47 35 62 77 65 16 18 33 69 80 57 46 57 17 68 73 53 37 87 79 34 39 15 29 50 5 32 49 19 12 52 55 5 57 6 77 20 11 58 25 52 18 74 53 74 37 81 3 79 47 61 44 41 46 80 67 82 42 53 18 52 57 65 53 54 25 44 7 68 64 53
Public district school 19 75 46 49 72 80 46 24 19 57 79 65 67 81 73 19 89 63 76 55 73 85 52 37 13 52 45 13 29 74 22 21 73 64 14 72 7 58 46 20 74 24 68 50 80 49 80 50 84 0 90 57 86 36 48 54 74 57 78 60 41 18 55 73 70 56 77 45 69 10 66 67 65
school_descriptor practice count
Independent practices_a_la_carte 5
Independent practices_accommodations 29
Independent practices_adult_wellness 12
Independent practices_advancement_mastery 17
Independent practices_advisories 20
Independent practices_all_courses_designed_for_inclusion 26
Independent practices_anti_racist 24
Independent practices_assessments_agency 13
Independent practices_assessments_bilingual 0
Independent practices_assessments_career 6
Independent practices_assessments_deeper 26
Independent practices_assessments_sel 23
Independent practices_blended_learning 23
Independent practices_career_prep 15
Independent practices_co_leaders 27
Independent practices_community_leaders 5
Independent practices_community_partnerships 26
Independent practices_community_supports 22
Independent practices_competency_education 23
Independent practices_competency_framework 21
Independent practices_culturally_responsive 28
Independent practices_design_marginalized 27
Independent practices_design_thinking 20
Independent practices_disaggregated_participation_data 5
Independent practices_dual_language 3
Independent practices_early_college 9
Independent practices_elimination_tracking 19
Independent practices_enriched_virtual 1
Independent practices_expanded_open_hours 13
Independent practices_extended_learning 24
Independent practices_families_leaders 12
Independent practices_flex 5
Independent practices_flexible_facilities 29
Independent practices_flexible_staffing 26
Independent practices_flipped_classroom 5
Independent practices_grading_mastery 18
Independent practices_heritage_language 4
Independent practices_hiring_equity 22
Independent practices_industry_credentials 6
Independent practices_industry_leaders 5
Independent practices_interdisciplinary 30
Independent practices_interoperability 7
Independent practices_learning_paths 24
Independent practices_makerspace 20
Independent practices_mental_health 19
Independent practices_mentoring 18
Independent practices_mtss_academics 11
Independent practices_multi_age 31
Independent practices_opportunities_mastery 31
Independent practices_other_leaders 2
Independent practices_pbl 31
Independent practices_peer_to_peer 26
Independent practices_performance_assessment 25
Independent practices_physical_well_being 18
Independent practices_place_based 25
Independent practices_reallocation_resources 12
Independent practices_restorative 28
Independent practices_sel_curriculum 20
Independent practices_sel_integrated 26
Independent practices_service_learning 23
Independent practices_social_justice 23
Independent practices_station_rotation 9
Independent practices_student_conferences 21
Independent practices_student_data 15
Independent practices_student_goals 27
Independent practices_student_pace 26
Independent practices_student_projects 29
Independent practices_students_leaders 18
Independent practices_teachers_leaders 24
Independent practices_translanguaging 2
Independent practices_trauma_informed 15
Independent practices_tutoring 16
Independent practices_udl 17
Public charter school practices_a_la_carte 6
Public charter school practices_accommodations 60
Public charter school practices_adult_wellness 47
Public charter school practices_advancement_mastery 35
Public charter school practices_advisories 62
Public charter school practices_all_courses_designed_for_inclusion 77
Public charter school practices_anti_racist 65
Public charter school practices_assessments_agency 16
Public charter school practices_assessments_bilingual 18
Public charter school practices_assessments_career 33
Public charter school practices_assessments_deeper 69
Public charter school practices_assessments_sel 80
Public charter school practices_blended_learning 57
Public charter school practices_career_prep 46
Public charter school practices_co_leaders 57
Public charter school practices_community_leaders 17
Public charter school practices_community_partnerships 68
Public charter school practices_community_supports 73
Public charter school practices_competency_education 53
Public charter school practices_competency_framework 37
Public charter school practices_culturally_responsive 87
Public charter school practices_design_marginalized 79
Public charter school practices_design_thinking 34
Public charter school practices_disaggregated_participation_data 39
Public charter school practices_dual_language 15
Public charter school practices_early_college 29
Public charter school practices_elimination_tracking 50
Public charter school practices_enriched_virtual 5
Public charter school practices_expanded_open_hours 32
Public charter school practices_extended_learning 49
Public charter school practices_families_leaders 19
Public charter school practices_flex 12
Public charter school practices_flexible_facilities 52
Public charter school practices_flexible_staffing 55
Public charter school practices_flipped_classroom 5
Public charter school practices_grading_mastery 57
Public charter school practices_heritage_language 6
Public charter school practices_hiring_equity 77
Public charter school practices_industry_credentials 20
Public charter school practices_industry_leaders 11
Public charter school practices_interdisciplinary 58
Public charter school practices_interoperability 25
Public charter school practices_learning_paths 52
Public charter school practices_makerspace 18
Public charter school practices_mental_health 74
Public charter school practices_mentoring 53
Public charter school practices_mtss_academics 74
Public charter school practices_multi_age 37
Public charter school practices_opportunities_mastery 81
Public charter school practices_other_leaders 3
Public charter school practices_pbl 79
Public charter school practices_peer_to_peer 47
Public charter school practices_performance_assessment 61
Public charter school practices_physical_well_being 44
Public charter school practices_place_based 41
Public charter school practices_reallocation_resources 46
Public charter school practices_restorative 80
Public charter school practices_sel_curriculum 67
Public charter school practices_sel_integrated 82
Public charter school practices_service_learning 42
Public charter school practices_social_justice 53
Public charter school practices_station_rotation 18
Public charter school practices_student_conferences 52
Public charter school practices_student_data 57
Public charter school practices_student_goals 65
Public charter school practices_student_pace 53
Public charter school practices_student_projects 54
Public charter school practices_students_leaders 25
Public charter school practices_teachers_leaders 44
Public charter school practices_translanguaging 7
Public charter school practices_trauma_informed 68
Public charter school practices_tutoring 64
Public charter school practices_udl 53
Public district school practices_a_la_carte 19
Public district school practices_accommodations 75
Public district school practices_adult_wellness 46
Public district school practices_advancement_mastery 49
Public district school practices_advisories 72
Public district school practices_all_courses_designed_for_inclusion 80
Public district school practices_anti_racist 46
Public district school practices_assessments_agency 24
Public district school practices_assessments_bilingual 19
Public district school practices_assessments_career 57
Public district school practices_assessments_deeper 79
Public district school practices_assessments_sel 65
Public district school practices_blended_learning 67
Public district school practices_career_prep 81
Public district school practices_co_leaders 73
Public district school practices_community_leaders 19
Public district school practices_community_partnerships 89
Public district school practices_community_supports 63
Public district school practices_competency_education 76
Public district school practices_competency_framework 55
Public district school practices_culturally_responsive 73
Public district school practices_design_marginalized 85
Public district school practices_design_thinking 52
Public district school practices_disaggregated_participation_data 37
Public district school practices_dual_language 13
Public district school practices_early_college 52
Public district school practices_elimination_tracking 45
Public district school practices_enriched_virtual 13
Public district school practices_expanded_open_hours 29
Public district school practices_extended_learning 74
Public district school practices_families_leaders 22
Public district school practices_flex 21
Public district school practices_flexible_facilities 73
Public district school practices_flexible_staffing 64
Public district school practices_flipped_classroom 14
Public district school practices_grading_mastery 72
Public district school practices_heritage_language 7
Public district school practices_hiring_equity 58
Public district school practices_industry_credentials 46
Public district school practices_industry_leaders 20
Public district school practices_interdisciplinary 74
Public district school practices_interoperability 24
Public district school practices_learning_paths 68
Public district school practices_makerspace 50
Public district school practices_mental_health 80
Public district school practices_mentoring 49
Public district school practices_mtss_academics 80
Public district school practices_multi_age 50
Public district school practices_opportunities_mastery 84
Public district school practices_other_leaders 0
Public district school practices_pbl 90
Public district school practices_peer_to_peer 57
Public district school practices_performance_assessment 86
Public district school practices_physical_well_being 36
Public district school practices_place_based 48
Public district school practices_reallocation_resources 54
Public district school practices_restorative 74
Public district school practices_sel_curriculum 57
Public district school practices_sel_integrated 78
Public district school practices_service_learning 60
Public district school practices_social_justice 41
Public district school practices_station_rotation 18
Public district school practices_student_conferences 55
Public district school practices_student_data 73
Public district school practices_student_goals 70
Public district school practices_student_pace 56
Public district school practices_student_projects 77
Public district school practices_students_leaders 45
Public district school practices_teachers_leaders 69
Public district school practices_translanguaging 10
Public district school practices_trauma_informed 66
Public district school practices_tutoring 67
Public district school practices_udl 65

Differences table by percents for each practice by each type

District vs Charter Difference: The percentage difference in tag occurrence between public district schools and public charter schools. Positive values indicate higher occurrence in district schools, while negative values indicate higher occurrence in charter schools.

Top 10 Differences in charter and independent schools

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Top 10 Differences in Independent Vs District

##Top 10 difference District and Charter

#Variance and variability

##Low 10 with largest variability

##Top 15 with largest variability

##Lowest 15 with largest variability for charter, district, and independent

##Top 20 tags with Largest variability

##Lowest 20 tags with largest variability

# Min variability plot - lowest 20
var_min_20 <- var_all %>%
  group_by(type) %>%
  slice_min(variance, n = 20, with_ties = FALSE) %>%
  arrange(variance) %>%
  ggplot(aes(Tag, proportion, fill = type)) +
  geom_bar(stat = "identity", position = "dodge") +
  scale_fill_manual(values = c("#EF464B", "#5F9ED1", "#FBB040"),
                    labels = c("Charter", "District", "Independent"),
                    guide = guide_legend(title = "Type of School")) +
  theme(axis.text.x = element_text(angle = -55, hjust = 0)) +
  labs(x = "", y = "Tags with Least Variability",
       title = "Top 20 Tags with Lowest Variability for Charter, District, and Independent Schools",
       subtitle = "In order of increasing variability")

var_min_20